
#pip install wordcloud


#pip install gensim


#pip install spacy


#pip install nltk


#pip install textblob


#pip install spacy


import sys
sys.executable

'C:\\Users\\zcart\\anaconda3\\python.exe'


import numpy as np
import pandas as pd 
import os
import random
from sklearn.utils import shuffle

#for text cleaning
import string
import re
import nltk
from nltk.tokenize import word_tokenize
from nltk.stem import PorterStemmer
from nltk.corpus import stopwords
from collections import Counter


# clustering
from gensim.models import word2vec, KeyedVectors
from sklearn.cluster import KMeans
from sklearn.neighbors import KDTree
from sklearn.decomposition import PCA
from sklearn.feature_extraction.text import TfidfVectorizer
import spacy

import re;
import logging;
import sqlite3;
import time;
import sys;
import multiprocessing;
from wordcloud import WordCloud, ImageColorGenerator, STOPWORDS
import matplotlib.pyplot as plt;
from itertools import cycle;

from tqdm import tqdm
tqdm.pandas()


SEED = 2021


#Importing the dataset 
data = pd.read_csv("covidvaccine.csv")

C:\Users\zcart\anaconda3\lib\site-packages\IPython\core\interactiveshell.py:3444: DtypeWarning: Columns (5,6,7,12) have mixed types.Specify dtype option on import or set low_memory=False.
  exec(code_obj, self.user_global_ns, self.user_ns)


data.head()


random.seed(SEED)
data.iloc[random.randint(0, len(data))]

user_name                                        Civic Medical Centre
user_location                                               Bebington
user_description                          Civic Medical Centre (CH63)
user_created                                      2015-04-16 10:11:54
user_followers                                                  234.0
user_friends                                                       70
user_favourites                                                    83
user_verified                                                   False
date                                              2021-02-04 12:01:15
text                By prioritising the first #CovidVaccine dose, ...
hashtags                                             ['CovidVaccine']
source                                                 Hootsuite Inc.
is_retweet                                                      False
Name: 105960, dtype: object


def clean_text(txt):

    contraction_dict = {   
        "ain't": "is not", "aren't": "are not","can't": "cannot", "'cause": "because", "could've": "could have", 
        "couldn't": "could not", "didn't": "did not",  "doesn't": "does not", "don't": "do not",
        "hadn't": "had not", "hasn't": "has not", "haven't": "have not", "he'd": "he would","he'll": "he will", 
        "he's": "he is", "how'd": "how did", "how'd'y": "how do you", "how'll": "how will", "how's": "how is",  
        "I'd": "I would", "I'd've": "I would have", "I'll": "I will", "I'll've": "I will have","I'm": "I am", 
        "I've": "I have", "i'd": "i would", "i'd've": "i would have", "i'll": "i will",  "i'll've": "i will have",
        "i'm": "i am", "i've": "i have", "isn't": "is not", "it'd": "it would", "it'd've": "it would have", 
        "it'll": "it will", "it'll've": "it will have","it's": "it is", "let's": "let us", "ma'am": "madam", 
        "mayn't": "may not", "might've": "might have","mightn't": "might not","mightn't've": "might not have", 
        "must've": "must have", "mustn't": "must not", "mustn't've": "must not have", "needn't": "need not", 
        "needn't've": "need not have","o'clock": "of the clock", "oughtn't": "ought not", 
        "oughtn't've": "ought not have", "shan't": "shall not", "sha'n't": "shall not", "shan't've": "shall not have",
        "she'd": "she would", "she'd've": "she would have", "she'll": "she will", "she'll've": "she will have", 
        "she's": "she is", "should've": "should have", "shouldn't": "should not", "shouldn't've": "should not have", 
        "so've": "so have","so's": "so as", "this's": "this is","that'd": "that would", "that'd've": "that would have", 
        "that's": "that is", "there'd": "there would", "there'd've": "there would have", "there's": "there is", 
        "here's": "here is","they'd": "they would", "they'd've": "they would have", "they'll": "they will", 
        "they'll've": "they will have", "they're": "they are", "they've": "they have", "to've": "to have", 
        "wasn't": "was not", "we'd": "we would", "we'd've": "we would have", "we'll": "we will", 
        "we'll've": "we will have", "we're": "we are", "we've": "we have", "weren't": "were not", "what'll": "what will", 
        "what'll've": "what will have", "what're": "what are",  "what's": "what is", "what've": "what have", 
        "when's": "when is", "when've": "when have", "where'd": "where did", "where's": "where is", 
        "where've": "where have", "who'll": "who will", "who'll've": "who will have", "who's": "who is", 
        "who've": "who have", "why's": "why is", "why've": "why have", "will've": "will have", "won't": "will not", 
        "won't've": "will not have", "would've": "would have", "wouldn't": "would not", "wouldn't've": "would not have", 
        "y'all": "you all", "y'all'd": "you all would","y'all'd've": "you all would have","y'all're": "you all are",
        "y'all've": "you all have","you'd": "you would", "you'd've": "you would have", "you'll": "you will", 
        "you'll've": "you will have", "you're": "you are", "you've": "you have"}
    def _get_contractions(contraction_dict):
        contraction_re = re.compile('(%s)' % '|'.join(contraction_dict.keys()))
        return contraction_dict, contraction_re

    def replace_contractions(text):
        contractions, contractions_re = _get_contractions(contraction_dict)
        def replace(match):
            return contractions[match.group(0)]
        return contractions_re.sub(replace, text)

    # replace contractions
    txt = replace_contractions(txt)
    
    #remove punctuations
    txt  = "".join([char for char in txt if char not in string.punctuation])
    txt = re.sub('[0-9]+', '', txt)
    
    # split into words
    words = word_tokenize(txt)
    
    # remove stopwords
    stop_words = set(stopwords.words('english'))
    words = [w for w in words if not w in stop_words]
    
    # removing leftover punctuations
    words = [word for word in words if word.isalpha()]
    
    # lower-case everything
    words = [w.lower() for w in words]
    
    # stem the words
    porter = PorterStemmer()
    words = [porter.stem(w) for w in words]
    
    
    cleaned_text = ' '.join(words)
    return cleaned_text


data = data[['text', 'hashtags']].fillna('')
data.head()

data['raw_tweet'] = data['text'] + ' ' + data['hashtags']

data.head()


#nltk.download()
data['tweet'] = data['raw_tweet'].progress_apply(lambda txt: clean_text(txt))
data.head()

100%|██████████| 207006/207006 [03:35<00:00, 959.99it/s]


data.sort_values(by=['tweet']).head()
# still a bunch of empty lists in the dataset. We will have to remove them before clustering.


#remove the empty strings
df = data[data['tweet'].astype(bool)]
df.sort_values(by=['tweet']).head()


# I only want to keep hashtags and tweet
df = df[['hashtags', 'tweet']]
df.sort_values(by=['tweet']).head()


df['tweet_split'] = df.tweet.str.split()
df.head()


# find out the longest tweet
max_len = df.tweet.str.len().max()
print(max_len)

815


#njarbouuu
from sklearn.feature_extraction.text import HashingVectorizer
# list of text documents
text = ["The quick brown fox jumped over the lazy dog."]
# create the transform
vectorizer = HashingVectorizer(n_features=20)
# encode document
vector = vectorizer.transform(text)
# summarize encoded vector
print(vector.shape)
print(vector.toarray())

(1, 20)
[[ 0.          0.          0.          0.          0.          0.33333333
   0.         -0.33333333  0.33333333  0.          0.          0.33333333
   0.          0.          0.         -0.33333333  0.          0.
  -0.66666667  0.        ]]


#lenna sabbina data teena document f hashinvectorizer bech el klem eli kif kif n7otouh fard blassa
vectorizer = HashingVectorizer (n_features = max_len)
df['vector'] = df['tweet'].progress_apply(lambda t: vectorizer.fit_transform([t]).toarray())
df.head()

100%|██████████| 206999/206999 [00:53<00:00, 3894.50it/s]


X = np.concatenate(df['vector'].values)


kmeans = KMeans(n_clusters = 4)
df['cluster'] = kmeans.fit_predict(X)


pca = PCA(n_components=3)
pca_result = pca.fit_transform(X)
df['x'] = pca_result[:, 0]
df['y'] = pca_result[:, 1]
#df['z'] = pca_result[:, 2]
df.head()


cluster_colors = np.array(['#e6194b', '#3cb44b', '#ffe119', '#4363d8', '#f58231', '#911eb4', '#46f0f0', '#f032e6', '#bcf60c', '#fabebe', '#008080', '#e6beff', '#9a6324', '#fffac8', '#800000', '#aaffc3', '#808000', '#ffd8b1', '#000075', '#808080', '#ffffff', '#000000'])
df['color'] = cluster_colors[df.cluster.values]
df['text'] = df.tweet.str[:50]


import bokeh.io
from bokeh.io import push_notebook, show, output_notebook
from bokeh.plotting import figure
from bokeh.models import ColumnDataSource, LabelSet

# from bokeh.charts import Donut, HeatMap, Histogram, Line, Scatter, show, output_notebook, output_file
bokeh.io.output_notebook()


#visualize the data using bokeh
#output_file("top_artists.html", title="top artists")
# TOOLS = "pan,wheel_zoom,box_zoom,reset,hover,previewsave"

source = ColumnDataSource.from_df(df[['x', 'y', 'color', 'text']])
TOOLTIPS = [("text", "@text")]
TOOLS = "pan,wheel_zoom,box_zoom,reset,hover,save"

plot = figure(plot_width=800, plot_height=450, tooltips=TOOLTIPS, tools=TOOLS)

#draw circles
plot.circle(y='y', x='x', source=source, size=15, fill_color='color')
show(plot)


df.head()


df.query('cluster == 4').tweet

Series([], Name: tweet, dtype: object)


cluster0 = df.query('cluster == 0').tweet
cluster1 = df.query('cluster == 1').tweet
cluster2 = df.query('cluster == 2').tweet
cluster3 = df.query('cluster == 3').tweet


text0 = ' '.join(tweet for tweet in cluster0)
text1 = ' '.join(tweet for tweet in cluster1)
text2 = ' '.join(tweet for tweet in cluster2)
text3 = ' '.join(tweet for tweet in cluster3)

print(f'There are {len(text0)} words in the combination of all cells in column "tweet" labeled as cluster 0.')
print(f'There are {len(text1)} words in the combination of all cells in column "tweet" labeled as cluster 1.')
print(f'There are {len(text2)} words in the combination of all cells in column "tweet" labeled as cluster 2.')
print(f'There are {len(text3)} words in the combination of all cells in column "tweet" labeled as cluster 3.')

There are 4672825 words in the combination of all cells in column "tweet" labeled as cluster 0.
There are 3719802 words in the combination of all cells in column "tweet" labeled as cluster 1.
There are 3354268 words in the combination of all cells in column "tweet" labeled as cluster 2.
There are 8941306 words in the combination of all cells in column "tweet" labeled as cluster 3.


# create stopwords
stopwords = set(STOPWORDS)
stopwords.update(['amp', 'covid', 'covidvaccin', 'vaccin', 'today', 'peopl', 'coronaviru', 'say', 'day','got', 'one','thank','go','take','new','first','dose','need','shot','thi',
                  'n','u','receiv','second']) 
# I want to see what's left after filtered out the common keywords


wordcloud0 = WordCloud(stopwords=stopwords, background_color='white').generate(text0)
wordcloud1 = WordCloud(stopwords=stopwords, background_color='white').generate(text1)
wordcloud2 = WordCloud(stopwords=stopwords, background_color='white').generate(text2)
wordcloud3 = WordCloud(stopwords=stopwords, background_color='white').generate(text3)

wordcloud = [wordcloud0, wordcloud1, wordcloud2, wordcloud3]


# cluster 0
plt.figure(figsize=(10,5))
plt.tight_layout(pad=0)
plt.imshow(wordcloud0, interpolation='bilinear')
plt.title('Cluster 0 Key words', size=16)
plt.show()


# cluster 1
plt.figure(figsize=(10,5))
plt.tight_layout(pad=0)
plt.imshow(wordcloud1, interpolation='bilinear')
plt.title('Cluster 1 Key words', size=16)
plt.show()


# cluster 2
plt.figure(figsize=(10,5))
plt.tight_layout(pad=0)
plt.imshow(wordcloud2, interpolation='bilinear')
plt.title('Cluster 2 Key words', size=16)
plt.show()


# cluster 3
plt.figure(figsize=(10,5))
plt.tight_layout(pad=0)
plt.imshow(wordcloud3, interpolation='bilinear')
plt.title('Cluster 3 Key words', size=16)
plt.show()


from textblob import TextBlob

def get_subjectivity(text):
    return TextBlob(text).sentiment.subjectivity

def get_polarity(text):
    return TextBlob(text).sentiment.polarity

def get_sentiment(score):
    if score > 0:
        return 'Positive'
    elif score == 0:
        return 'Neutral'
    else:
        return 'Negative'


df['subjectivity'] = df['text'].apply(get_subjectivity)
df['polarity'] = df['text'].apply(get_polarity)
df['sentiment'] = df['polarity'].apply(get_sentiment)
df.head(20)


# View sentiment counts

df.sentiment.value_counts()

Neutral     138849
Positive     52490
Negative     15660
Name: sentiment, dtype: int64


fig = plt.figure(figsize=(16,8))
plt.scatter(df['polarity'], df['subjectivity'], s=4)

plt.ylabel('Subjectivity')
plt.xlabel('Polarity')

Text(0.5, 0, 'Polarity')


textblob_output = df.loc[:,['hashtags', 'tweet','subjectivity', 'polarity', 'sentiment']].sort_values('sentiment')
textblob_output.head()


textblob_output.to_csv('textblog.csv',index=False)


df = pd.read_csv("covidvaccine.csv")
df.head()

C:\Users\zcart\anaconda3\lib\site-packages\IPython\core\interactiveshell.py:3444: DtypeWarning: Columns (5,6,7,12) have mixed types.Specify dtype option on import or set low_memory=False.
  exec(code_obj, self.user_global_ns, self.user_ns)


df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 207006 entries, 0 to 207005
Data columns (total 13 columns):
 #   Column            Non-Null Count   Dtype  
---  ------            --------------   -----  
 0   user_name         207000 non-null  object 
 1   user_location     162416 non-null  object 
 2   user_description  195629 non-null  object 
 3   user_created      207000 non-null  object 
 4   user_followers    206999 non-null  float64
 5   user_friends      206999 non-null  object 
 6   user_favourites   206999 non-null  object 
 7   user_verified     206999 non-null  object 
 8   date              206997 non-null  object 
 9   text              206999 non-null  object 
 10  hashtags          145383 non-null  object 
 11  source            204601 non-null  object 
 12  is_retweet        206992 non-null  object 
dtypes: float64(1), object(12)
memory usage: 20.5+ MB


df.is_retweet.value_counts()

False    206992
Name: is_retweet, dtype: int64


#We create a pandas dataframe as follows feha ken text:
data = pd.DataFrame(data=df.text)
data = data.rename(columns={'text' : 'Tweets'})
data.head()


# We display the first 10 elements of the dataframe:
pd.set_option('max_colwidth',170)
display(data.head(10))


docs=df.text.head(1000).values
type(docs)

numpy.ndarray


docs_clean = []
for doc in docs:
    doc_2 = re.sub(r':.*$', ":", doc)
    docs_clean.append(doc_2)

docs_clean[:20]

['Australia to Manufacture Covid-19 Vaccine and give it to the Citizens for free of cost: AFP quotes Prime Minister\n#CovidVaccine',
 '#CoronavirusVaccine #CoronaVaccine #CovidVaccine Australia is doing very good https:',
 'Deaths due to COVID-19 in Affected Countries\nRead More: https://t.co/V8Y3Stu0UW\n@r_piryani @shitalbhandary… https:',
 '@Team_Subhashree @subhashreesotwe @iamrajchoco Stay safe @subhashreesotwe di &amp; @iamrajchoco da ❤️❤️… https:',
 '@michellegrattan @ConversationEDU This is what passes for leadership in our country:',
 'The Multi-system Inflammatory Syndrome-Children (MIS-C) w/ #COVID19 (atypical Kawasaki disease) #COVID19India \n\nThe… https:',
 '@PrivilRodrigues @yatish57 @deepkaranahuja @shristi522 @Amrita33392520 @RashmiSriniva14 @AkashRK_88 @SJanaQA… https:',
 '@MSNBC Well, let’s qualify that:',
 'Most countries, without the ability to make #Vaccines locally, will be forced to rely on others like the US, China,… https:',
 '#DNA  zooms up charts in 1st week; hear #vaccines episode:',
 'Biocon Executive Chairperson Kiran Mazumdar Shaw contracts coronavirus, informs on Twitter… https:',
 'it’s over?!\n\n#Covid19Millionares #covid19 \n#corona #CovidVaccine',
 "Great news: @pfizer's vaccine has entered Phase 3 trial. Read more: https://t.co/pdQjLj3CVZ\n\n#Pharmaceutical… https:",
 'Is more dangerous yet to come?\n#CovidVaccine #Corona #Immunization #CoronavirusPandemic #mutation #D614GVirus \nD614… https:',
 'The whole narrative on the #CovidVaccine has gone deathly silent! #ChinaVirus #COVID19India',
 '.@SerumInstIndia is looking to raise up to $1 billion (around Rs 7,500 crore) for Covid-19 vaccine development. Det… https:',
 'Global Vaccine Tracker\n\n#vaccines #CovidVaccine https:',
 'CORONAVIRUS UPDATES - American businessman with Turkish-Armenian roots leads COVID-19 vaccine development… https:',
 'Attend #webinar on #pediatrics #neonatology and #primarycare #conference and get #internationalcertificate!!! Also… https:',
 "Russia made world's first #covid19 vaccine..\n\nThank god, its not as ineffective as the first thing we adopted from… https:"]


docs2=docs_clean


# remove punctuations
punctuationChars = '!@#$%^&*(){}{}|;:",./<>?' # you might choose different charcters to drop
for i in punctuationChars:
    docs2 = np.char.replace(docs2, i, ' ')
# remove apostrophe's (single quotes)
docs2 = np.char.replace(docs2,"'",' ')
# remove line feeds
docs2 = np.char.replace(docs2,"\n",' ')
# remove 'http:'
docs2 = np.char.replace(docs2,"https:",' ')
docs2 = np.char.replace(docs2,"https",' ')

# make lower case
for i,s in enumerate(docs2):
    docs2[i] = s.lower()
    
# Show the cleaned data
# Show the beginning of each document

#for i in range(len(docs2)):
#        print(f'\ndoc{i}: {docs2[i]}') 
docs2[:10]

array(['australia to manufacture covid-19 vaccine and give it to the citizens for free of cost  afp quotes prime minister  covidvaccine',
       ' coronavirusvaccine  coronavaccine  covidvaccine australia is doing very good   ',
       'deaths due to covid-19 in affected countries read more      t co v8y3stu0uw  r_piryani  shitalbhandary…   ',
       ' team_subhashree  subhashreesotwe  iamrajchoco stay safe  subhashreesotwe di  amp   iamrajchoco da ❤️❤️…   ',
       ' michellegrattan  conversationedu this is what passes for leadership in our country ',
       'the multi-system inflammatory syndrome-children  mis-c  w   covid19  atypical kawasaki disease   covid19india   the…   ',
       ' privilrodrigues  yatish57  deepkaranahuja  shristi522  amrita33392520  rashmisriniva14  akashrk_88  sjanaqa…   ',
       ' msnbc well  let’s qualify that ',
       'most countries  without the ability to make  vaccines locally  will be forced to rely on others like the us  china …   ',
       ' dna  zooms up charts in 1st week  hear  vaccines episode '],
      dtype='<U140')


def spacy_tokenizer(document):
    tokens = nlp(document)
    tokens = [token for token in tokens if (
        token.is_stop == False and \
        token.is_punct == False and \
        token.lemma_.strip()!= '')]
    tokens = [token.lemma_ for token in tokens]
    return tokens


# test data to see what spacy tokenizer can do.
example_corpus = [
    "Monsters are bad. They likes to eat geese. I saw one goose flying away", \
    "I saw a monster yesterday. The meaning is so obvious!", \
    "Why are we talking about bad monsters? They are meanness."]


nlp = spacy.load("en_core_web_sm")

tfidf_vector = TfidfVectorizer(input = 'content', tokenizer = spacy_tokenizer)
# test
corpus=example_corpus
# fit: learns vocabulary and idf
# transform: transforms documents into document-term matrix
result_test = tfidf_vector.fit_transform(corpus)
result_test

<3x14 sparse matrix of type '<class 'numpy.float64'>'
	with 18 stored elements in Compressed Sparse Row format>


dense = result_test.todense()
denselist = dense.tolist()
df_test = pd.DataFrame(
    denselist,columns=tfidf_vector.get_feature_names())
df_test


tfidf_vector = TfidfVectorizer(input = 'content', tokenizer = spacy_tokenizer)
corpus = docs2

# fit: learns vocabulary and idf
# transform: transforms documents into document-term matrix
result = tfidf_vector.fit_transform(corpus)
result

<1000x3166 sparse matrix of type '<class 'numpy.float64'>'
	with 9170 stored elements in Compressed Sparse Row format>


# We can check which terms are actually considered from the sentences with the get_feature_names method:
tfidf_vector.get_feature_names()[1:100]

['+250',
 '-19',
 '-7',
 '-russia',
 '-strange',
 '0',
 '000',
 '000-',
 '002',
 '08',
 '0rv4fjdxdl',
 '0sxpcoua9',
 '1',
 '10',
 '100',
 '1000',
 '100daysofcode',
 '108',
 '109',
 '12',
 '13',
 '14',
 '144',
 '14th',
 '15',
 '15ago',
 '15august',
 '15th',
 '160',
 '17',
 '170',
 '18',
 '19',
 '1947',
 '1986',
 '1mmqsmjfsr',
 '1pgvxzyhky',
 '1st',
 '2',
 '20',
 '200',
 '2016',
 '2017',
 '2018',
 '2020',
 '2020census',
 '2020election',
 '2021',
 '2021z',
 '213',
 '24',
 '25',
 '251',
 '26',
 '29',
 '2nd',
 '2nddynamiteteaser',
 '3',
 '30',
 '31st',
 '32000',
 '330',
 '36',
 '3rd',
 '4',
 '41',
 '42',
 '45',
 '47',
 '47325',
 '489',
 '4e32jz68cj',
 '4gtrial',
 '4humanity',
 '4z6otj68wa',
 '5',
 '50',
 '500',
 '51',
 '51797',
 '52',
 '5hlwkski22',
 '6',
 '60',
 '63',
 '65',
 '66',
 '673166',
 '69',
 '7',
 '71',
 '72',
 '74',
 '74th',
 '74thindependenceday',
 '75',
 '76',
 '8',
 '80']


dense = result.todense()
denselist = dense.tolist()
df = pd.DataFrame(
    denselist,columns=tfidf_vector.get_feature_names())
df


df[["australia", "manufacture", "covid-19"]]


from sklearn.metrics.pairwise import linear_kernel
cos_df = pd.DataFrame(columns=df.index)
for i in range(999):
    curr_cos_sim = linear_kernel(result[i:i+1], result).flatten()
    cos_df[i] = curr_cos_sim
    
cos_df


kmeans_models = {}
for i in range(2,13+1):
    current_kmean = KMeans(n_clusters=i).fit(result)
    kmeans_models[i] = current_kmean


cluster_df = pd.DataFrame()
cluster_df['Review Texts'] = docs
for i in range(2, 13+1):
    col_name = str(i) +'means_label'
    cluster_df[col_name] = kmeans_models[i].labels_
cluster_df


Sum_of_squared_distances = []
K = range(1,18)
for k in K:
    km = KMeans(n_clusters=k)
    km = km.fit(result)
    Sum_of_squared_distances.append(km.inertia_)


plt.figure(figsize=(16,8))
plt.plot(K, Sum_of_squared_distances, 'bx-')
plt.xlabel('k')
plt.ylabel('Sum_of_squared_distances')
plt.title('Elbow Method For Optimal k')
plt.show()


cluster10 = cluster_df.iloc[:,[0,9]]
cluster10_0 = cluster10.loc[cluster10["10means_label"] == 0]
cluster10_0.head(50)


cluster10_1 = cluster10.loc[cluster10["10means_label"] == 1]
cluster10_1.head(50)


cluster10_2 = cluster10.loc[cluster10["10means_label"] == 2]
cluster10_2


cluster10_3 = cluster10.loc[cluster10["10means_label"] == 3]
cluster10_3.head(50)


cluster10_4 = cluster10.loc[cluster10["10means_label"] == 4]
cluster10_4


cluster10_5 = cluster10.loc[cluster10["10means_label"] == 5]
cluster10_5


cluster10_6 = cluster10.loc[cluster10["10means_label"] == 6]
cluster10_6


cluster10_7 = cluster10.loc[cluster10["10means_label"] == 7]
cluster10_7


cluster10_8 = cluster10.loc[cluster10["10means_label"] == 8]
cluster10_8


cluster10_9 = cluster10.loc[cluster10["10means_label"] == 9]
cluster10_9


cluster10 = cluster10.sort_values(by='10means_label')
cluster10.to_csv('cluster10.csv',index=False)

	user_name	user_location	user_description	user_created	user_followers	user_friends	user_favourites	user_verified	date	text	hashtags	source	is_retweet
0	MyNewsNE	Assam	MyNewsNE a dedicated multi-lingual media house...	24-05-2020 10:18	64.0	11.0	110.0	False	18-08-2020 12:55	Australia to Manufacture Covid-19 Vaccine and ...	['CovidVaccine']	Twitter Web App	False
1	Shubham Gupta	NaN	I will tell about all experiences of my life f...	14-08-2020 16:42	1.0	17.0	0.0	False	18-08-2020 12:55	#CoronavirusVaccine #CoronaVaccine #CovidVacci...	['CoronavirusVaccine', 'CoronaVaccine', 'Covid...	Twitter for Android	False
2	Journal of Infectiology	NaN	Journal of Infectiology (ISSN 2689-9981) is ac...	14-12-2017 07:07	143.0	566.0	8.0	False	18-08-2020 12:46	Deaths due to COVID-19 in Affected Countries\n...	NaN	Twitter Web App	False
3	Zane	NaN	Fresher than you.	18-09-2019 11:01	29.0	25.0	620.0	False	18-08-2020 12:45	@Team_Subhashree @subhashreesotwe @iamrajchoco...	NaN	Twitter for Android	False
4	Ann-Maree O’Connor	Adelaide, South Australia	Retired university administrator. Melburnian b...	24-01-2013 14:53	83.0	497.0	10737.0	False	18-08-2020 12:45	@michellegrattan @ConversationEDU This is what...	NaN	Twitter Web App	False

	text	hashtags	raw_tweet
0	Australia to Manufacture Covid-19 Vaccine and ...	['CovidVaccine']	Australia to Manufacture Covid-19 Vaccine and ...
1	#CoronavirusVaccine #CoronaVaccine #CovidVacci...	['CoronavirusVaccine', 'CoronaVaccine', 'Covid...	#CoronavirusVaccine #CoronaVaccine #CovidVacci...
2	Deaths due to COVID-19 in Affected Countries\n...		Deaths due to COVID-19 in Affected Countries\n...
3	@Team_Subhashree @subhashreesotwe @iamrajchoco...		@Team_Subhashree @subhashreesotwe @iamrajchoco...
4	@michellegrattan @ConversationEDU This is what...		@michellegrattan @ConversationEDU This is what...

	text	hashtags	raw_tweet	tweet
0	Australia to Manufacture Covid-19 Vaccine and ...	['CovidVaccine']	Australia to Manufacture Covid-19 Vaccine and ...	australia manufactur covid vaccin give citizen...
1	#CoronavirusVaccine #CoronaVaccine #CovidVacci...	['CoronavirusVaccine', 'CoronaVaccine', 'Covid...	#CoronavirusVaccine #CoronaVaccine #CovidVacci...	coronavirusvaccin coronavaccin covidvaccin aus...
2	Deaths due to COVID-19 in Affected Countries\n...		Deaths due to COVID-19 in Affected Countries\n...	death due covid affect countri read more https...
3	@Team_Subhashree @subhashreesotwe @iamrajchoco...		@Team_Subhashree @subhashreesotwe @iamrajchoco...	teamsubhashre subhashreesotw iamrajchoco stay ...
4	@michellegrattan @ConversationEDU This is what...		@michellegrattan @ConversationEDU This is what...	michellegrattan conversationedu thi pass leade...

	text	hashtags	raw_tweet	tweet
193230
64305
196263
27430
45326

	text	hashtags	raw_tweet	tweet
111391	A: A good night's sleep and a run before your ...	['CovidVaccine']	A: A good night's sleep and a run before your ...	a a good night sleep run appt who knew covidva...
129742	⁉️Q\n💡 A\nAbout #CovidVaccine \n(AstraZeneca/O...	['CovidVaccine', 'COVID19']	⁉️Q\n💡 A\nAbout #CovidVaccine \n(AstraZeneca/O...	a about covidvaccin astrazenecaoxford do vacci...
117834	⁉️Q\n💡 A\nAbout #CovidVaccine \n(AstraZeneca/O...	['CovidVaccine']	⁉️Q\n💡 A\nAbout #CovidVaccine \n(AstraZeneca/O...	a about covidvaccin astrazenecaoxford how targ...
115480	⁉️Q\n💡 A\nAbout #CovidVaccine \n(AstraZeneca/O...	['CovidVaccine']	⁉️Q\n💡 A\nAbout #CovidVaccine \n(AstraZeneca/O...	a about covidvaccin astrazenecaoxford it possi...
113448	⁉️Q\n💡 A\nAbout #CovidVaccine \n(AstraZeneca/O...	['CovidVaccine']	⁉️Q\n💡 A\nAbout #CovidVaccine \n(AstraZeneca/O...	a about covidvaccin astrazenecaoxford vaccin s...

	hashtags	tweet	tweet_split
0	['CovidVaccine']	australia manufactur covid vaccin give citizen...	[australia, manufactur, covid, vaccin, give, c...
1	['CoronavirusVaccine', 'CoronaVaccine', 'Covid...	coronavirusvaccin coronavaccin covidvaccin aus...	[coronavirusvaccin, coronavaccin, covidvaccin,...
2		death due covid affect countri read more https...	[death, due, covid, affect, countri, read, mor...
3		teamsubhashre subhashreesotw iamrajchoco stay ...	[teamsubhashre, subhashreesotw, iamrajchoco, s...
4		michellegrattan conversationedu thi pass leade...	[michellegrattan, conversationedu, thi, pass, ...

	hashtags	tweet	subjectivity	polarity	sentiment
144882		queenvictoriouz dancerdad he wrong sadli uk fu...	0.725000	-0.075000	Negative
41953	['CovidVaccine']	here covidvaccin look like each small vial con...	0.400000	-0.250000	Negative
136029		skate ban mani black peopl particip it anoth u...	0.433333	-0.166667	Negative
155646		what realli hard tri figur get home bound fami...	0.541667	-0.291667	Negative
12582	['CovidVaccine']	root singledos covidvaccin arct hard enough ge...	0.520833	-0.145833	Negative

	away	bad	eat	fly	geese	goose	like	meaning	meanness	monster	obvious	see	talk	yesterday
0	0.365011	0.277601	0.365011	0.365011	0.365011	0.365011	0.365011	0.000000	0.000000	0.215582	0.000000	0.277601	0.000000	0.000000
1	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.504611	0.000000	0.298032	0.504611	0.383770	0.000000	0.504611
2	0.000000	0.444514	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.584483	0.345205	0.000000	0.000000	0.584483	0.000000

	+	+250	-19	-7	-russia	-strange	0	000	000-	002	...	🤔	🤖	🤣	🤦	🤨	🤭	🥰	🦇	🦰	🧐
0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
1	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
2	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
3	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
4	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
995	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
996	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
997	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
998	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
999	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0

	australia	manufacture	covid-19
0	0.313857	0.304773	0.153480
1	0.565101	0.000000	0.000000
2	0.000000	0.000000	0.176516
3	0.000000	0.000000	0.000000
4	0.000000	0.000000	0.000000
...	...	...	...
995	0.000000	0.000000	0.000000
996	0.000000	0.000000	0.000000
997	0.000000	0.000000	0.000000
998	0.000000	0.000000	0.000000
999	0.000000	0.000000	0.000000

	0	1	2	3	4	5	6	7	8	9	...	990	991	992	993	994	995	996	997	998	999
0	1.000000	0.190880	0.027092	0.0	0.000000	0.000000	0.0	0.0	0.013304	0.012264	...	0.010812	0.065778	0.0000	0.050773	0.000000	0.006948	0.013714	0.009284	0.009284	NaN
1	0.190880	1.000000	0.000000	0.0	0.000000	0.000000	0.0	0.0	0.000000	0.000000	...	0.019468	0.000000	0.0000	0.091417	0.000000	0.012511	0.000000	0.016716	0.016716	NaN
2	0.027092	0.000000	1.000000	0.0	0.082598	0.000000	0.0	0.0	0.075351	0.000000	...	0.000000	0.052238	0.0000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	NaN
3	0.000000	0.000000	0.000000	1.0	0.000000	0.000000	0.0	0.0	0.000000	0.000000	...	0.000000	0.000000	0.0000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	NaN
4	0.000000	0.000000	0.082598	0.0	1.000000	0.000000	0.0	0.0	0.090498	0.000000	...	0.000000	0.000000	0.0000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	NaN
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
995	0.006948	0.012511	0.000000	0.0	0.000000	0.000000	0.0	0.0	0.000000	0.000000	...	0.010006	0.000000	0.0000	0.046986	0.000000	1.000000	0.064351	0.008592	0.008592	NaN
996	0.013714	0.000000	0.000000	0.0	0.000000	0.000000	0.0	0.0	0.017281	0.015930	...	0.076243	0.026442	0.0291	0.000000	0.055481	0.064351	1.000000	0.000000	0.000000	NaN
997	0.009284	0.016716	0.000000	0.0	0.000000	0.067243	0.0	0.0	0.000000	0.000000	...	0.013370	0.000000	0.0000	0.062782	0.000000	0.008592	0.000000	1.000000	0.802382	NaN
998	0.009284	0.016716	0.000000	0.0	0.000000	0.067243	0.0	0.0	0.000000	0.000000	...	0.013370	0.000000	0.0000	0.062782	0.000000	0.008592	0.000000	0.802382	1.000000	NaN
999	0.009284	0.016716	0.000000	0.0	0.000000	0.067243	0.0	0.0	0.000000	0.000000	...	0.013370	0.000000	0.0000	0.062782	0.000000	0.008592	0.000000	0.802382	0.802382	NaN

	Review Texts	10means_label
0	Australia to Manufacture Covid-19 Vaccine and give it to the Citizens for free of cost: AFP quotes Prime Minister\n#CovidVaccine	0
15	.@SerumInstIndia is looking to raise up to $1 billion (around Rs 7,500 crore) for Covid-19 vaccine development. Det… https://t.co/LTXSkBcI90	0
16	Global Vaccine Tracker\n\n#vaccines #CovidVaccine https://t.co/hzhwKSUfV7	0
17	CORONAVIRUS UPDATES - American businessman with Turkish-Armenian roots leads COVID-19 vaccine development… https://t.co/EsBS5MC4kW	0
29	OMG!!! EXPOSED COVID-19 VACCINE INGREDIENTS WILL SURPRISE YOU https://t.co/FAmQj2rofm via @YouTube VERY INFORMATIVE… https://t.co/lQPPocN46s	0
50	The national expert group on vaccine administration for COVID-19 met representatives of leading domestic manufactur… https://t.co/LousXXuqZH	0
55	We must have adequate representation in these vaccine trials. #vaccinetrials #covidvaccine https://t.co/Z7BioCBpDs	0
60	The beautiful heat is killing covid-19 in Los Angeles #CovidVaccine	0
63	If you’ve been wondering how virus mutation might impact vaccine efficacy, here is the latest:\n\n#CovidVaccine… https://t.co/tbwzw6KZ2K	0
70	More coronavirus vaccine volunteers needed #vaccine #COVID19 #CovidVaccine https://t.co/C1XZuazC5S	0
72	"A vaccine can protect us from an infectious disease. It cannot, however, provide immunity from the multiple person… https://t.co/DjpYWZFp9O	0
73	Important regarding #vaccines \n#CovidVaccine\n\nhttps://t.co/AjW3ry9V28	0
80	Vaccines R wonderful, protecting against viruses which do not exist. 15 Ukrainian Soldiers were given #CovidVaccine… https://t.co/PEjGm2jsFB	0
82	#Novavax said on Monday it started a mid-stage study of its experimental #COVID19 #vaccine in #SouthAfrica, as the… https://t.co/BIKN4u5mlM	0
94	India silently on the job of giving the world a #CovidVaccine. Clinical trials in phase-2 in progress -"COVID-19 va… https://t.co/fTMtwiwCgZ	0
95	National Expert Group on Vaccine Administration meets the Domestic Vaccine Manufactures\nPIB (@PIB_India)… https://t.co/Eoci6vseWv	0
101	Covid-19 vaccine trials have been slow to recruit Black and Latino people -- and that could delay a vaccine… https://t.co/HFnn2dxIon	0
102	Vaccines are safe. But huge numbers of people around the world say they wouldn't take a COVID jab\n#vaccines… https://t.co/HWu5oRsdUS	0
104	A COVID-19 Vaccine Is About To Be Tested In D.C. With Hundreds of Volunteers https://t.co/Jwp8jIhPQ7 via @wamu885… https://t.co/ItY79q6r9F	0
105	Trust, Fear and Solidarity Will Determine the Success of a COVID Vaccine https://t.co/fPXpHsIu9h via @khnews… https://t.co/fUgx55y50a	0
119	Russia's COVID-19 vaccine has received regulatory approval for foreign markets(Reuters). Interestingly they chose t… https://t.co/YfTmi3rNrE	0
120	Russia’s First batch of Coronavirus Vaccine is ready\n#Russia has #announced its #victory with the #vaccine for… https://t.co/lDlFnyAEtV	0
127	Covid warriors will be the first ones to get vaccine: MoSH. IMD gives heavy rainfall warning to Maharashtra. Find o… https://t.co/uVwvK9ifTt	0
129	#coronavirus \| Russia's #COVID19 vaccine comes with major safety issues, says Nobel laureate @ProfPCDoherty… https://t.co/uh8iGq2pEM	0
132	COVID-19 vaccine race: China approves first coronavirus vaccine patent https://t.co/Z0Rubc2Ujf #covidvaccinerace… https://t.co/tDX5WZx534	0
133	Will you get a COVID-19 vaccine when there is one? The pandemic won't end unless enough do. via @USATODAY #COVID-19… https://t.co/dGUl1tH15s	0
134	The vaccine known as ChAdOx1 is the most advanced COVID-19 vaccination candidate. Now in the final phases of the cl… https://t.co/ua0IJJTEvR	0
135	Its predicted, once d vaccine is in d market China will come out with a vaccine \n#CovidVaccine https://t.co/Osl2Jjyj7n	0
146	COVID-19 recovered patients protected during massive outbreak on U.S vessel. How long do anti-bodies last in a COVI… https://t.co/oZ3UuFdHLi	0
159	IF THIS vaccine is reliable, when will it be available for LARGE-scale vaccinations??? (August 17, 2020; 10:46 HKT)… https://t.co/0Vvj2GiLGO	0
160	First batch of RUSSIAN vaccine ready, roll out from August-end, says report (August 17, 2020; 10:46 HKT)… https://t.co/BRTGa7HcNi	0
171	Our recent contributions on developing a protein based subunit vaccine to combat COVID-19 #CovidVaccine… https://t.co/AWrT0t6bKL	0
181	Mexico President Says COVID-19 Vaccine Expected to be Ready Early Next Year: Live Breaking News Headlines & Coronav… https://t.co/EWYAeFRpU7	0
189	@drgsrao 🙋\n\n#HerdImmunity doesn't work out without #vaccine #CovidVaccine.\n\nPlease follow @FaheemYounus tweets you… https://t.co/WAYtur3WXC	0
193	An Australian scientist working on human trials of potential coronavirus vaccines is “very optimistic” that a jab c… https://t.co/oMdUKMoBVS	0
195	"We can rush science but we can't rush the human response to a vaccine. We have to see what the long term sustainab… https://t.co/kE0co1lDV1	0
206	Be a part of developing a COVID-19 vaccine. We are looking for people over the age of 18 to join our vaccine resear… https://t.co/p37rLpeEqk	0
213	#COVID19 No-one is safe until everyone is safe (#WHO). So important when we think about #CovidVaccine / #vaccine… https://t.co/XDXGn89pgg	0
218	Infographic of 'top' SARS-Cov2 vaccines\n#CovidVaccine \nhttps://t.co/CZrXo4zpRd	0
225	Covid-19 vaccine Sputnik V yet to complete advanced trials review WHO, however Russia started production… https://t.co/kmADwT4GKj	0
232	3rd stage of Russia's Covid-19 vaccine may begin in 7-10 days \n\n#COVID19 #CovidVaccine \n\nhttps://t.co/OnTf9uwJ3g	0
236	WHO chief scientist Dr Soumya Swaminathan has said it might take at least 1-1.5 years to develop a COVID-19 vaccine… https://t.co/cbytFtkIyA	0
238	#BOOMExplains: When can a vaccine testing involve human trials?\nDr. @AnantBhan talks about various stages of vaccin… https://t.co/5Px1p2R9Kx	0
248	Director of the Gamaleya Center Alexander Gintsburg said that mass vaccination against COVID-19 in Russia will begi… https://t.co/DuVR0DyvFb	0
252	3rd stage of Russia's Covid-19 vaccine may begin in 7-10 days #coronavaccine #CoronavirusPandemic #CovidVaccine… https://t.co/MpLgQfQTnJ	0
254	Heard about that Russians have made a vaccine..named 'Sputnik'\n\nWhy are we not getting the vaccines?...\n#SputnikV… https://t.co/3y1g7f2uhx	0
261	The third stage of the research on the world's first registered #vaccine against the novel #coronavirus, called… https://t.co/GfymPUgQsV	0
268	First it was by end of year, then it was Dec, now its 2021. Oxford #Coronavirus vaccine update: Phase III trials to… https://t.co/0CpdMCpNqQ	0
276	Vaccines are safe. But huge numbers of people around the world say they wouldn’t take a Covid jab \| @CNN\n\n#CV19… https://t.co/exMQYy5qVZ	0
279	Some intresting graphics on Covid-19\n\n#coronavirus #COVID #CovidVaccine #coronavirusinindia https://t.co/jAX6rZJ5PS	0

	Review Texts	10means_label
8	Most countries, without the ability to make #Vaccines locally, will be forced to rely on others like the US, China,… https://t.co/QUCozLB4Ru	1
42	#Coronavirus #vaccines update After Russia, #China grants patent to #CanSino vaccine, phase III testing underway… https://t.co/OSVnAww5lK	1
48	#CovidVaccine- Scare!!Be careful \nRussia and China has itself approved a novel Coronavirus vaccine in a similar fas… https://t.co/iRZrHbOzZs	1
66	#Wuhan CHINA \n\nChina ended LOCKDOWNS 7/April. Either China already made the VAXX before they UNLEASHED #COVID19 on… https://t.co/4mVi49h3Ku	1
74	Federal officials are working with California, Florida, Minnesota, North Dakota, & Philadelphia to develop plans to… https://t.co/4ytTyCd3eB	1
75	China’s first patent granted for COVID-19 #vaccine https://t.co/MnXk0Y00KY #CoronavirusVaccine #CovidVaccine	1
117	China grants 1st patent to indigenously developed Covid vaccine\n\n"China has granted the first invention patent to a… https://t.co/P2XZHT5s4f	1
136	China grants 1st patent to indigenously developed #covidvaccine\n\n- https://t.co/XYCpAMVfXt	1
145	#China has granted first invention patent to a #COVIDvaccine co-developed by #CanSinoBiologics Inc in the country,… https://t.co/UNCclqHBmC	1
148	By withholding from the world the original genetic code of the China Virus that it created, the Chinese Communist P… https://t.co/vZCLm8lWs7	1
155	China, the ground zero of the novel #coronavirus outbreak, confirmed on Sunday its first #CovidVaccine patent devel… https://t.co/HJ5u19LnJn	1
156	Fresh cases in #Italy & #NewZealand... 10 times more deadly virus discovered in #Malaysia ... #China has literally… https://t.co/nPInmMFcuy	1
182	#China inactivated vaccine (#Sinopharm) seems a safe candidate that generates immune response. Here latest article,… https://t.co/InfMTgBrRK	1
219	Even if a #CovidVaccine could be developed in the coming months, and garner @US_FDA approval, the distribution and… https://t.co/PVDothRgIH	1
227	First Russia \nNow China\n\n#CovidVaccine	1
304	When developing a #covidvaccine is there anyway to add permanent mosquito repellent in there??	1
354	Covid-19 Vaccine Developed by China's Sinopharm Appears Safe, Triggers Antibodies in Clinical Trials.\n#COVID__19… https://t.co/T01KOje3li	1
358	While plans for the use of Russia-developed vaccine 'Sputnik V,' the Philippine government is still in talks with 2… https://t.co/IpUBTMifrU	1
384	#Russia is the first country to grant approval for a #COVIDvaccine, but after less than two months of human testing… https://t.co/iid5iixOAi	1
411	So let le get this straight? The polio vaccine took 60+ years to develop...but Russia got that shit figured out for… https://t.co/MK4h4rP1xR	1
422	#COVAXIN, the first indigenously developed #CovidVaccine from India, has proven to be safe in early human trials.\n\nhttps://t.co/ureAytSnJA	1
548	@timesofindia @TOIWorld Late stage 😂😂 !!! China has vaccine since Feb'20 #CovidVaccine	1
640	Will genetically modified humans be patented? #GMOs #vaccine #covidvaccine #NewWorldOrder #slavenewworld https://t.co/8aByKqcO6E	1
654	After knowing that #Russia has developed the #covidvaccine 🙂\n\nLe Students : https://t.co/TiUa0IGnxm	1
711	While we wait for the #COVIDvaccine to be developed, it's encouraging to see rapid improvement in therapeutics for… https://t.co/rK92A2l3oV	1
715	@EOIBeijing China is our best friend @PMOIndia They have 5G and must have thought corona is killing us financially… https://t.co/xGoFjsxVWO	1
743	#Baylor College of Medicine & Biological E signs licensing agreement to develop safe, effective, affordable recombi… https://t.co/z9kTtBJ1hy	1
764	Oxford University & drugmaker AstraZeneca has developed an experimental coronavirus vaccine. This experimental vacc… https://t.co/hcGUggqS7P	1
787	Malacañang laid down the timeline on the Philippines' participation on clinical trials of the #CovidVaccine develop… https://t.co/QWP7mqV5fe	1
838	“⁦@Russia⁩ says #CovidVaccine could be in use by November, developed over six years.” @CNBC Repurposed from a vacc… https://t.co/dJpURlFFCT	1
839	Russia saying that its vaccine has been developed over 'six years' is like recruiter asking for 6 years experience… https://t.co/hRDWpkbHuw	1
868	Russia's decision to grant approval before completing trials has raised concerns among some experts, who fear it ma… https://t.co/iAGPh6bglz	1
909	Call me a racist but I just wanna say,\nIn a world full of China, be a Russia .\n\n#CoronavirusVaccine #CovidVaccine	1
919	1st #COVIDー19 Vaccine - 'SPUTNIK V' is developed by @KremlinRussia \n#VladimirPutin 's daughter #MariyaPutina become… https://t.co/jNyWhS5NfX	1
923	It's blessed to hear \n#CovidVaccine has developed \n#Russia ♥	1
963	2020 - #Russia says vaccine could be in use by November and has been developed over six years -\| #CNBC - #August 12… https://t.co/cLq1C1OzUA	1
994	I had a dream that Russia sent infected soldiers to the games in China after getting Trump elected as part of a two… https://t.co/TnokG8LoZF	1

	Review Texts	10means_label
23	Coronavirus India Update: Active confirmed cases 673166, deaths 51797, See State Wise List\n\n#CoronavirusIndia… https://t.co/JNg4bBCXkw	2
25	🌟 @AmarUjalaNews Featured Me Today For Being Awarded By The Prestigious INDIA BOOK OF RECORDS On PANDEMIC 2020, Wor… https://t.co/GXsgQfs0VT	2
40	India records decline in daily Coronavirus cases for 3rd day in a row!!! #Corona #RussianVaccine #CovidVaccine	2
78	Corona awareness caller tune is ten times more infectious.\n\n#COVID2019 #India\n#indianmemes #KapilSharma\n#meme… https://t.co/O6kaXanxW5	2
85	First time in 5 months ..Today More people are cured than infected from coronavirus..Is this the beginning of the e… https://t.co/3uITSN8MTL	2
...	...	...
861	#CoronaWarriors from #India\n#CovidVaccine for all💉🔬\n\n#coronavirus #COVIDー19 😷\n#COVID19vaccine #London \n#Indian… https://t.co/hUspzYExbv	2
863	India’s Vaccine Billionaires Are Ready to Make a Billion Doses\nSerum Institute of India may be the world's best hop… https://t.co/9niAIKHH1O	2
876	That’ll make #Indians across the world proud, if it happens. Just another feather in #India’s already celebrated ca… https://t.co/KLL4rDQhZ8	2
943	A good read about India's crucial role in saving the world from this pandemic and lot more about ..how inevitable a… https://t.co/pBD0eu2WgS	2
949	The World’s Best Hope for Enough #Covid19 Vaccine Comes from India @SerumInstIndia\n\n#CoronavirusVaccine… https://t.co/po5NJBJwOU	2

	Review Texts	10means_label
19	Russia made world's first #covid19 vaccine..\n\nThank god, its not as ineffective as the first thing we adopted from… https://t.co/xWLl5QJLZa	4
65	Brazil's state-run Oswaldo Cruz Foundation (@fiocruz) will commence production in December of an initial 100 millio… https://t.co/NHMuExZCOx	4
97	Doctors seeking @rautsanjay61 's resignation from #Maharashtra CM @uddhavthackeray \n\n#DoctorSecondSingle #Doctor… https://t.co/HE5G7kQtTE	4
125	There's constant buzz about developments with a #COVID Vaccine but not every source is reputable. Find the most up… https://t.co/qIeMhicBqe	4
151	My wife's off for her #covidvaccine booster this morning. There shall be cake and coffee when she gets back from	4
163	Soumya Swaminathan was on Saturday conferred with the Tamil Nadu Chief Minister's special award, in recognition of… https://t.co/wl3rk0VpD6	4
175	@TMZ I don`t give a shit.....will NEVER get it. I work for myself anyway so they can stick it where the sun don`t s… https://t.co/XbPiByXsJY	4
194	Check out kingkhieu's video! #TikTok #COVID19 #CovidVaccine https://t.co/1AjjXjG6Us	4
200	@Jaywalk90075373 @GavinNewsom It's nuts and now they're talking about getting the flu shot if you don't think they'… https://t.co/2BxSeE30JI	4
255	Third stage of Russia's Covid 19 vaccine may begin in 7-10 days.\n#CoronavirusVaccine \n#CovidVaccine \n#SputnikV… https://t.co/z7ybrqLLZS	4
300	Been quiet for a few days. Working on a write-up about @moderna #moderna & it's prospects & whether it's a wise… https://t.co/YR9YpZE8tC	4
307	When will we have a vaccine? What's happening worldwide?\n\n#CovidVaccine #COVIDー19 \n\nhttps://t.co/D8pitrl8vx	4
365	DECODING PM MODI'S I-DAY SPEECH\n\nFrom the ramparts of Red Fort, PM Modi spoke about several pressing issues ranging… https://t.co/iUmwo4pvXD	4
402	#CovidVaccine #Covid_19 #COVIDIOTS \nSo a person told me today that it's a proven fact that humans can be reinfected… https://t.co/MNCvuoXY4v	4
434	The challenge to find a vaccine for #COVID19 is ongoing, but can workers be required by their employer to be vaccin… https://t.co/Yb6sTBpmci	4
437	It's 15th of August, what about the #CovidVaccine as promised by the #ICMR? \n\n#IndependenceDayIndia	4
440	Amid a pandemic that in the U.S. has caused 5 million infections & nearly 160,000 deaths while decimating the econo… https://t.co/7tw2i5soOD	4
441	The U.S. has never had enough #coronavirus tests. Now a group of epidemiologists, economists, and dreamers is plott… https://t.co/Z7CUGwkT4t	4
478	(2/2)\n#Russia claimed world's first Covid 19 vaccine.\n\n#Inficoreal\nhttps://t.co/UoF8hXD2eE I… https://t.co/MMfPdDoZRp	4
479	#Russia claimed world's first Covid 19 vaccine.\n\n#Inficoreal\nhttps://t.co/UoF8hXD2eE I https://t.co/1HKgAoFhOa I… https://t.co/jpil0rPNEn	4
506	How do Covid vaccine trials work? QW+ database member @ChoonaraShakira explains in this video. Also - there's some… https://t.co/telVWQp878	4
532	Can @KremlinRussia s (Putin's) #CovidVaccine reverse the world market trend and bring back the rerun of bulls?\nPict… https://t.co/h8Jl9YcDC8	4
579	An #appeal to all those who are fighting for #refund of flights cancelled after 3rd May, let's do this together! A… https://t.co/HWYswc1gTX	4
616	So the Bishop's Conference in England and Wales insists that #Catholics should take the #CovidVaccine even if it's… https://t.co/THWNLbqiHt	4
653	The challenge to find a vaccine for #COVID19 is ongoing, but can workers be required by their employer to be vaccin… https://t.co/3lVH3QkdQF	4
663	LET'S KEEP IT THAT WAY! https://t.co/b5TwAGrw7G #COVIDvaccine #COVID19vaccine #mandatoryvaccine… https://t.co/jOTdapdFQ5	4
680	Under the contract, the 100 million doses would be owned by the U.S. government, distributed & used as part of its… https://t.co/qPI1Q1qOYf	4
687	@TMZ It's absolutely absurd that we are ALLOWING this, what the hell happened to the #UnitedStates & our #freedom t… https://t.co/Z9bwHz02vG	4
731	#Bubbles form in the existence of pure play investment opportunities which enables investors to have mechanism to s… https://t.co/qz5CrPRO9O	4
733	Media will never show this, \nLet's make this Once In A Life Time Event Famous.... \n\n#media #MediaTrial #mediamafia… https://t.co/zPvfKhG1z4	4
745	An insight into the different coronavirus vaccine strategies, development & challenges. Organizational efforts to b… https://t.co/FRO6yBn439	4
757	How soon do you think the COVID vaccine will be out for public ? #CovidVaccine #COVID #COVID__19 @sachinrf @virendersehwag	4
781	#Germany's Health Minister Jens Spahn today said he expects a #covidvaccine in coming months. "I'm optimistic that… https://t.co/mVXvYNMx6V	4
794	@DTDCIndia you also need burnol #BurnolForAirasia or Covid vaccine #CovidVaccine #COVID	4
816	Excellent profile of Adar Poonawalla's efforts with #CovidVaccine. @adarpoonawalla 's appetite for risks may just s… https://t.co/yxb2i1paUo	4
828	Spox Roque on whether President Duterte's statement of support for Russia's #CovidVaccine will affect clinical tria… https://t.co/2845DEWG1A	4
837	It's not #CovidVaccine it's about vaccination because it's for All age group. It may take more then usual time to r… https://t.co/YArvAfuKJc	4
845	I'm not into vaccines, but is anyone willing to try the #RussianVaccine?\n\nHow about any country's #CovidVaccine?	4
871	It's how we 'keep safe' #covid #covid19 #COVID19Aus #COVID19Vic #CovidVaccine #keepsafe @emmymarks89 https://t.co/SChMVgUFsG	4
888	Russia will start the production of its #CovidVaccine within two weeks, the country's health minister Mikhail Muras… https://t.co/riQa4UFYmt	4
903	Devil's Advocate: Russia's #covidvaccine actually works but Australian media is just tripping over itself to write… https://t.co/OTVwGBFtzK	4
946	. @RepKimSchrier, a trained Pediatrician, on Russia's alleged COVID Vaccine, "I wouldn't stick that in my arm" — Le… https://t.co/0RI9NnBnVN	4
950	Safety won't be compromised for vaccine, Canada's top doctors say https://t.co/E6Rrf2cPSu #COVIDCanada #COVID19Canada #COVIDVaccine	4
970	While Russia prepared it's First Covid Vaccine, India Wasn't Far less then any other country.\nWe Developed Many vac… https://t.co/36TPMIFlXS	4
996	RUSSIA'S COVID VACCINE: SHOULD WE BE EXCITED?\n\nIs there more than meets the eye when it comes to #Russia's… https://t.co/2mKBm8O8DA	4

	hashtags	tweet	tweet_split	vector	cluster	x	y	color	text	subjectivity	polarity	sentiment
0	['CovidVaccine']	australia manufactur covid vaccin give citizen...	[australia, manufactur, covid, vaccin, give, c...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	2	-0.162390	0.242870	#ffe119	australia manufactur covid vaccin give citizen...	0.000000	0.0000	Neutral
1	['CoronavirusVaccine', 'CoronaVaccine', 'Covid...	coronavirusvaccin coronavaccin covidvaccin aus...	[coronavirusvaccin, coronavaccin, covidvaccin,...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	3	-0.270168	-0.069966	#4363d8	coronavirusvaccin coronavaccin covidvaccin aus...	0.000000	0.0000	Neutral
2		death due covid affect countri read more https...	[death, due, covid, affect, countri, read, mor...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	0	0.276784	0.099291	#e6194b	death due covid affect countri read more https...	0.437500	0.1875	Positive
3		teamsubhashre subhashreesotw iamrajchoco stay ...	[teamsubhashre, subhashreesotw, iamrajchoco, s...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	0	0.234544	-0.186993	#e6194b	teamsubhashre subhashreesotw iamrajchoco stay ...	0.500000	0.5000	Positive
4		michellegrattan conversationedu thi pass leade...	[michellegrattan, conversationedu, thi, pass, ...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	0	0.235818	-0.189325	#e6194b	michellegrattan conversationedu thi pass leade...	0.000000	0.0000	Neutral
5	['COVID19', 'COVID19India']	the multisystem inflammatori syndromechildren ...	[the, multisystem, inflammatori, syndromechild...	[[0.0, 0.0, 0.0, 0.0, -0.48507125007266594, 0....	2	0.300277	0.247812	#ffe119	the multisystem inflammatori syndromechildren ...	0.000000	0.0000	Neutral
6		privilrodrigu yatish deepkaranahuja shristi am...	[privilrodrigu, yatish, deepkaranahuja, shrist...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	0	0.232229	-0.181250	#e6194b	privilrodrigu yatish deepkaranahuja shristi am...	0.000000	0.0000	Neutral
7	['CovidVaccine']	msnbc well let qualifi would anyon parti get v...	[msnbc, well, let, qualifi, would, anyon, part...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	3	-0.192040	0.018200	#4363d8	msnbc well let qualifi would anyon parti get v...	0.000000	0.0000	Neutral
8	['Vaccines']	most countri without abil make vaccin local fo...	[most, countri, without, abil, make, vaccin, l...	[[0.0, 0.0, 0.0, 0.25, 0.0, 0.0, 0.0, 0.0, 0.0...	1	0.351724	0.011950	#3cb44b	most countri without abil make vaccin local fo...	0.250000	0.2500	Positive
9	['DNA', 'vaccines', 'pandemic', 'COVID19', 'Co...	dna zoom chart st week hear vaccin episod http...	[dna, zoom, chart, st, week, hear, vaccin, epi...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	2	-0.015970	0.422093	#ffe119	dna zoom chart st week hear vaccin episod http...	0.000000	0.0000	Neutral
10		biocon execut chairperson kiran mazumdar shaw ...	[biocon, execut, chairperson, kiran, mazumdar,...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	0	0.238315	-0.173153	#e6194b	biocon execut chairperson kiran mazumdar shaw ...	0.000000	0.0000	Neutral
11	['Covid19Millionares', 'covid19', 'corona', 'C...	covidmillionar covid corona covidvaccin covidm...	[covidmillionar, covid, corona, covidvaccin, c...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	2	-0.188701	0.365551	#ffe119	covidmillionar covid corona covidvaccin covidm...	0.000000	0.0000	Neutral
12	['Pharmaceutical']	great news pfizer vaccin enter phase trial rea...	[great, news, pfizer, vaccin, enter, phase, tr...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	1	0.301404	-0.055119	#3cb44b	great news pfizer vaccin enter phase trial rea...	0.750000	0.8000	Positive
13	['CovidVaccine', 'Corona', 'Immunization', 'Co...	is danger yet come covidvaccin corona immun co...	[is, danger, yet, come, covidvaccin, corona, i...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	3	-0.123274	-0.106649	#4363d8	is danger yet come covidvaccin corona immun co...	0.000000	0.0000	Neutral
14	['CovidVaccine', 'ChinaVirus', 'COVID19India']	the whole narr covidvaccin gone deathli silent...	[the, whole, narr, covidvaccin, gone, deathli,...	[[0.0, 0.0, 0.0, 0.0, -0.47140452079103173, 0....	3	-0.214044	-0.082824	#4363d8	the whole narr covidvaccin gone deathli silent...	0.250000	0.1000	Positive
15		seruminstindia look rais billion around rs cro...	[seruminstindia, look, rais, billion, around, ...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	1	0.337131	0.207407	#3cb44b	seruminstindia look rais billion around rs cro...	0.000000	0.0000	Neutral
16	['vaccines', 'CovidVaccine']	global vaccin tracker vaccin covidvaccin https...	[global, vaccin, tracker, vaccin, covidvaccin,...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	1	-0.082324	0.229962	#3cb44b	global vaccin tracker vaccin covidvaccin https...	0.000000	0.0000	Neutral
17		coronaviru updat american businessman turkisha...	[coronaviru, updat, american, businessman, tur...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	1	0.345558	0.242655	#3cb44b	coronaviru updat american businessman turkisha...	0.000000	0.0000	Neutral
18	['webinar', 'pediatrics', 'neonatology', 'prim...	attend webinar pediatr neonatolog primarycar c...	[attend, webinar, pediatr, neonatolog, primary...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	0	0.230687	-0.183674	#e6194b	attend webinar pediatr neonatolog primarycar c...	0.000000	0.0000	Neutral
19	['covid19']	russia made world first covid vaccin thank god...	[russia, made, world, first, covid, vaccin, th...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	2	0.342613	0.326037	#ffe119	russia made world first covid vaccin thank god...	0.333333	0.2500	Positive

	Review Texts	10means_label
1	#CoronavirusVaccine #CoronaVaccine #CovidVaccine Australia is doing very good https://t.co/kBT7l6pArY	3
3	@Team_Subhashree @subhashreesotwe @iamrajchoco Stay safe @subhashreesotwe di & @iamrajchoco da ❤️❤️… https://t.co/ayhoaQm0Ls	3
4	@michellegrattan @ConversationEDU This is what passes for leadership in our country: a voucher for something that w… https://t.co/OUUb1PeYIj	3
5	The Multi-system Inflammatory Syndrome-Children (MIS-C) w/ #COVID19 (atypical Kawasaki disease) #COVID19India \n\nThe… https://t.co/98wj2CEkez	3
6	@PrivilRodrigues @yatish57 @deepkaranahuja @shristi522 @Amrita33392520 @RashmiSriniva14 @AkashRK_88 @SJanaQA… https://t.co/VPLa11fwfr	3
7	@MSNBC Well, let’s qualify that: would anyone of any party get a vaccine rushed out and minimally tested coming from Russia? #CovidVaccine	3
9	#DNA zooms up charts in 1st week; hear #vaccines episode: https://t.co/oDrayhi7zN . #pandemic , #COVID19 , #CovidVaccine	3
10	Biocon Executive Chairperson Kiran Mazumdar Shaw contracts coronavirus, informs on Twitter… https://t.co/eojjwPsw11	3
13	Is more dangerous yet to come?\n#CovidVaccine #Corona #Immunization #CoronavirusPandemic #mutation #D614GVirus \nD614… https://t.co/PxwPLlt67w	3
18	Attend #webinar on #pediatrics #neonatology and #primarycare #conference and get #internationalcertificate!!! Also… https://t.co/xgE2ZPCCUT	3
22	Nearly 500 deaths, most with the second wave of #coronavirus #COVIDVIC19 and it's appears that other waves are poss… https://t.co/slh5lY8i9D	3
24	#covid19: #Pune study shows seroprevalence of antibodies in 51.5% samples\n\n#COVID19India #CovidVaccine… https://t.co/fPRQAfOSxu	3
26	ISLAMABAD: Pakistan has begun phase III of the clinical trial of a COVID-19 vaccine candidate in the country after… https://t.co/mhkNCRs9wg	3
28	Lymphocyte is a type of white blood cell which is of two types- B-Cell and T-Cell.\nB- cells have the ability to pro… https://t.co/GLBzzDW9L2	3
30	Pro killing babies party on this week please watch , @MMFlint @MichelleObama @springsteen @BarackObama… https://t.co/AhNoTTiAFG	3
34	"A single vaccination with ChAdOx1 nCoV-19 induced a humoral and cellular immune response in rhesus macaques," the… https://t.co/QBf0k2Ds05	3
43	#Russia produces first batch of #Covid vax; set to roll out from August endhttps://www.magzter.com/article/Newspape… https://t.co/H0aEFUJOo8	3
44	@realDonaldTrump your gonna go down as the worst President of all time... All you did in 4 years is dodge Stormy Da… https://t.co/iDbMKggxvQ	3
46	Just so we’re clear on how I feel about a #covidvaccine https://t.co/0jSI8gGQKP	3
47	Underground Hip Hop\n\n#Hiphop #InstrumentalMusic #undergroundhiphop #boombap #hiphopbeats #hiphopculture #lofihiphop… https://t.co/y3Eeil4rDt	3
52	USA doctors wake up #CovidVaccine https://t.co/QjVClsd6MC	3
54	The National Sports Awards likely to be held virtually due to COVID VIRUS pandemic\n\n#COVID19\n#CovidVaccine… https://t.co/tmLvMZEdlM	3
56	"...Get ready for a long wait. Even if the Australian Government signs an advanced purchase agreement to secure pri… https://t.co/4IFfrJ8S4J	3
57	“Journalism can never be silent: That is its greatest virtue and its greatest fault. It must speak, and speak immed… https://t.co/uvbKuQ5f3g	3
58	Now at https://t.co/86d419hWQF Peter Chin-Hong and Erin Allday #COVID19 discuss how the Bay Area is doing this week… https://t.co/s64UP3SE3u	3
59	#CovidVaccine will b mandatory 4 those in schools, once avail.\nMeantime NYC tells-U-2-report-2-school like cattle 2… https://t.co/rjCmYgZBht	3
62	#immigration #COVID19 #CovidVaccine #2020Census So much is at stake during our next #2020election, we urge everyone… https://t.co/oDrSijIejr	3
67	HCQ works when given early and/or as a preventative measure. #lancetgate #CERB #DefendTheNorth #coronavirus… https://t.co/QC74RIpMNF	3
68	Saw this thought it was funny #vaccines #CovidVaccine #BillGatesIsNotADoctor https://t.co/JZWxw7Rjqo	3
71	In 2018 there were 50,000 deaths in the UK from flu.\nWe are currently at 41,000- and that is with months of dodgy r… https://t.co/smbBKCGIag	3
77	Just received my tracking implant err, I mean the experimental #CovidVaccine 😅\nNow waiting for any immediate side e… https://t.co/IOW2xzL6t2	3
83	Question: has anyone successfully signed up? My parents can’t because the promised email link doesn’t arrive. Is it… https://t.co/dL2FSc4Rzo	3
86	Postpone NEET &JEE EXAMS \n@narendramodi\nlarge numbers of life are at stake of risk. \n#COVID19 #flood #CovidVaccine	3
88	Often when you think you're at the end of something, you're at the beginning of something else. #hope #CovidVaccine… https://t.co/GRMcxe8leJ	3
89	Bought 500 shares of $IBIO this dip won’t hold long. I have a pt of $5 however could obviously run to $7-10 $MARA $SMRT $AVGR #COVIDVACCINE	3
90	@WhipClyburn Other dearth warrant is the lack of funding to @InovioPharma , they have the best data with no side e… https://t.co/9hIQSXvyCE	3
91	A targeted recruitment programme broadcast in Gujarati, Punjabi, Bengali and Urdu is among the measures being deplo… https://t.co/7AR9tVnnK4	3
93	#publichealth over profits. We all want a #CovidVaccine that works, just not at the expense of our lives. https://t.co/sDEDCN6Fhj	3
96	@BBCNews You pay me £5,000 cash tax free and I’ll take the chance..as this my life you playing with and .you can st… https://t.co/dHiuzEDwq2	3
98	#Corona #iHeartDynamite #iHeartDay1Contest #CovidVaccine #Trump2020 #BidenHarrisLandslide2020 #MAGA donald trump jo… https://t.co/D9CwLkIgBl	3

	Review Texts	10means_label
2	Deaths due to COVID-19 in Affected Countries\nRead More: https://t.co/V8Y3Stu0UW\n@r_piryani @shitalbhandary… https://t.co/6jpMxX2KtI	5
20	Search chennai corona affected street or area wise https://t.co/eqIPQlcCoP \n\n#CovidVaccine #Covid19Chennai #COVID19… https://t.co/atfmdDFHrQ	5
27	COVID-19 Vocabulary English: Incubation Period.\nClick here : https://t.co/1MmQsmjFSR via @YouTube \n\n#COVID19… https://t.co/NfFQiw9cw3	5
32	COVID-19 Vocabulary English: Infectious. \nClick here : https://t.co/DFRN5Vgr72 via @YouTube \n\n#COVID19 \n#COVID__19… https://t.co/mff9xZzyHd	5
38	COVID-19 Vocabulary English: Outbreak.\n\nClick here : https://t.co/bOU5xkMpxC via @YouTube\n \n #COVID19 \n#COVID__19… https://t.co/9Mk7ykMTYN	5
41	COVID-19: Human Trails of desi Vaccine begin in Belagavi\n\nVideo Link ►https://t.co/Bc0dT7vajM\n\n#TV9Kannada… https://t.co/rAiZO6BYE4	5
69	Marainthu pogum subtitle has been added..\nLink - https://t.co/8M05LvIscp\n#marainthupogum #fightagainstcorona… https://t.co/x674NugJoi	5
139	Novavax begins mid-stage study of COVID-19 vaccine in South Africa https://t.co/qL24JAnAjN \n#COVID__19… https://t.co/KhkrpZHMkh	5
141	IQOO 5 and 5 Pro Launched hindi 👇\nhttps://t.co/P5oJeOfNYq\n#iqoo #iqoo5 #iqoo5pro #iqoo3 #samsung #Xiaomi #realme… https://t.co/EGCWRQfNpq	5
142	IQOO 5 and 5 Pro Launched hindi 👇\nhttps://t.co/JZLkUsDGos\n#iqoo #iqoo5 #iqoo5pro #iqoo3 #samsung #Xiaomi #realme… https://t.co/OMh69M0WrZ	5
150	COVID-19 Vocabulary English: Pandemic.\n\nClick here :https://t.co/EVHdPGOoie via @YouTube\n #COVID19 \n#COVID__19… https://t.co/s3NjjqCeh6	5
168	COVID-19 Vocabulary English: Pathogen.\nClick here : https://t.co/mhb1GlLQmH via @YouTube \n#COVID19 \n#COVID__19… https://t.co/M7oALM0mMk	5
214	@smh I wouldn't trust a word that comes out of Health Minister Greg Hunts mouth. He hasn't even made face masks com… https://t.co/w7hG9i2LVu	5
241	True, don't put Students and parents at risk. Postpone all exams before any #CovidVaccine\nGovt need to understand t… https://t.co/vNDwfb9Tiq	5
264	Covid-19: (Corona virus) \| What precautions should we take\nhttps://t.co/JfKTAeexDx\n\n#CovidVaccine #COVID__19 #CoronaVirusUpdates	5
266	To Know more about my work , click on this link - https://t.co/ZJuSXd6nqf\n\n#mask #sanitizer #engagement… https://t.co/dwt0Vh6E4x	5
284	Any Update For Coronavirus Medicine By Indian Co ?#BurjKhalifa #endeducationalockdown #RussianVaccine… https://t.co/hPULVVqT7z	5
322	@EUGameOver @blochairn @Joannew68022274 @saint_dave1877 @scotgov https://t.co/4Z6otJ68wA\nIt's ok he can take… https://t.co/Ri2k2h21oz	5
329	Daily NEWS Summary: 15.08.2020 https://t.co/0sxpCoUA9T \n#CoronaVirusUpdates #CovidVaccine #dailynews #RajasthanPoliticalCrisis	5
339	Russia all Set with First Batch of COVID-19 Vaccine in Two Weeks\nhttps://t.co/HvHWa8iUvY \n#COVID19 #CovidVaccine… https://t.co/DOLW4YMvxx	5
340	Beautiful City Of Canada https://t.co/t6RapMWt5U via \n@YouTube\n \nhttps://t.co/mmui64w4p9\n\n#SaturdayMorning… https://t.co/vV5w17AfGi	5
341	Beautiful City Of Canada https://t.co/y2L2JnbCyM via @YouTube \n\nhttps://t.co/UBiLv4IIb1\n\n#SaturdayMorning… https://t.co/DmPh0C6sx9	5
349	@richardursomd From what I've read, the "problem" is that it can also kill cancer cells.. don't think the governmen… https://t.co/ir2yTD18ki	5
360	? @abcconvos how do you suppose a #COVIDVaccine will work on an ever mutating virus? And no herd immunity won't wor… https://t.co/aM3cJLtXUs	5
408	So it begins, hope new mexico fights back.\n\nhttps://t.co/iBsb5t2ciq\n\n#Covid_19 #CovidVaccine #NewMexico	5
435	I'm tired of studying online T^T\nhurry up and go covid 19😓\n#CovidVaccine	5
451	do you need a facebook business page,please click on this link\nhttps://t.co/4E32jZ68cJ\n#DigitalMarketingServices… https://t.co/b17SSnOCCI	5
463	https://t.co/5hlwKSKi22\nSo, I came across this amazing poetry channel on YouTube. Check out!\n❤️\n#coronavirus #Creative #CovidVaccine	5
469	[Flash Of News] Russia offers to help US with Covid 19 vaccine; US says no https://t.co/wKKyJ6uImH qua @YouTube \n\nL… https://t.co/DWnCA71T3r	5
483	"Breaking news, due to Covid19 this year Jihadi won't get 72 virgins in Jannat...#SocialDistancing \nInstead, they w… https://t.co/PRwiOjb68W	5
505	Demon Semen - It does a body good.\n\nhttps://t.co/wRHvnT3MoS\n\n#Covid_19 #covidcrisis #CovidVaccine #coronavirus… https://t.co/aEwRSkrqs1	5
537	#TrumpSupporters are weird. They won't accept a #CovidVaccine if Bill Gates has anything to do w/ it because "micr… https://t.co/t92lG3Ryio	5
574	https://t.co/KIygZFLCCd\nVivo S1 Prime launch, full of four rear camera and in-display fingerprint sensor… https://t.co/NeFwIJAE6R	5
592	'This is all beyond stupid': Experts worry about Russia’s rushed vaccine\nhttps://t.co/uvBkjmIVkQ\n#CoronavirusVaccine #CovidVaccine #COVID	5
623	But you’ll catch Covid.\nNot when I do this, I won’t!\n\nhttps://t.co/bsq3ZU3UKN\n\n#PLANdemic #Covid1984 #CoronaVirus… https://t.co/iAtwEefpkH	5
658	Odd, isn't it, that just 5 months ago, many politicians on the left were excoriating the very same #pharmaceutical… https://t.co/f1INoUB7eQ	5
660	Now Testing a COVID-19 Vaccine. Volunteer at https://t.co/Ryut8wXCDy\n\n#Covid_19 #CovidVaccine #research… https://t.co/0tXQSiq4iK	5
661	@KatiePavlich just a click now: https://t.co/0RV4FJdXdl\n\nFull previews: https://t.co/HptE5o5j5l\n\n#USPS\n#Israel… https://t.co/A3jNYTOXnS	5
662	@JackPosobiec just a click now: https://t.co/0RV4FJdXdl\n\nFull previews: https://t.co/HptE5o5j5l\n\n#USPS\n#Israel… https://t.co/oO68Mxts8n	5
667	This is my new eCommerce website design \n\njust a click now: https://t.co/0RV4FJdXdl\n\nFull previews:… https://t.co/oElKbvDjS8	5

	Review Texts	10means_label
35	Leaks from Russian lab \n#CovidVaccine https://t.co/Ygv1OZEMLF	6
79	President Recep Tayyip Erdoğan and Russian President Vladimir Putin have discussed cooperation on Moscow’s recently… https://t.co/J8sOsWQC1I	6
110	"A mutation of COVID-19 found in Malaysia is the predominant strain found in Europe and US" \n#CovidVaccine https://t.co/gaPQDD1PEh	6
114	A mutation of COVID-19 found in Malaysia is the predominant strain found in Europe and US https://t.co/LsNZZjWmH0… https://t.co/wGgJNOKrML	6
203	somebody told me they think the president has the vaccine for Covid but he’s with holding it because of population… https://t.co/y9s79ohfmR	6
209	The US says no to Russia’s approved #CovidVaccine. President #Trump says ‘we hope it works’. In the past, President… https://t.co/nEruyyn2fw	6
245	"#Russia had boldly gone ahead and brought the world's first #Covid19 #vaccine. Russian President #VladimirPutin ev… https://t.co/5ud7W83JfY	6
250	"#Russia had boldly gone ahead and brought the world's first #Covid19 #vaccine. Russian President #VladimirPutin ev… https://t.co/Q9lX1xBzk0	6
271	Anyone have any idea what will be the name of the first COVID vaccine approved in Russia? Using three type of lopin… https://t.co/rf1ziae957	6
282	As other countries race to find a #CovidVaccine, Russian President Vladimir #Putin announced the first approved vac… https://t.co/pLuK34jdnD	6
314	After I take.... The Russian\n#CovidVaccine https://t.co/aONiY6wZIp https://t.co/rF3GprN0IW	6
333	Funny Putin Vaccine Memes\nhttps://t.co/RtOPjqpzw1\n#Putin #PutinVaccine #PutinPuppets #VladimirPutin… https://t.co/ADJfuNFkDh	6
369	Explained \| How much should we trust the Russian vaccine?\n\n#COVIDVaccine #CovidVaccineRace #COVIDUpdates… https://t.co/5w4AN0TQmw	6
376	After #CovidVaccine Putin successfully invented #HIV vaccine too 🙏 https://t.co/7DjqxGv3AM	6
403	In this edition of the Explained Series, find out how much we know about Sputnik V.\n\n#CovidVaccine… https://t.co/TFqNUdMTXr	6
492	If the Russian vaccine is successful, would it rightfully be called as 'Putinjali' ? #CovidVaccine #RussianVaccine	6
493	Is Russia's Coronavirus Vaccine Unsafe? Over 50% Russian Doctors Say Won't Take Sputnik V, Survey Suggests… https://t.co/OdZasatJtq	6
517	Vladimir Putin uncovered he has affirmed a coronavirus immunization, considering it the world's first treatment for… https://t.co/qYenRbkPn6	6
523	Russian President Vladimir Putin said on Tuesday that Russia had become the first country to grant regulatory appro… https://t.co/3aQAsmxqz4	6
543	A crackpot claims there will be a (#Russian?) #microchip in any #CovidVaccine. Don't believe this crap. Look at the… https://t.co/9QSj190Mpd	6
583	Can @realDonaldTrump try the Russian vaccine for all of us, please #guineapig #CovidVaccine #RussianVaccine	6
646	Without an #FDA approved #COVIDVaccine, our elderly and other vulnerable populations remain at risk. Find out how y… https://t.co/bbCF3QNMtb	6
657	#CovidVaccine\nPutin :All Eyes on You ,please do something for you man Trump.😂 https://t.co/YrjugidRmd	6
679	@DrBakulParekh asks Dr Leyla about the recently announced Russian vaccine. Third phase was started and this was reg… https://t.co/PRD4iNVDHI	6
694	#vaccinoCovid #CovidVaccine \nPutin ready to save the world. https://t.co/cwht9re45c	6
698	Chintu Chattiyal on Russian Vaccine. I hope you guys like.\n.\n.\n.\n.\n.\n.\n#RussianVaccine #comedy #comedian #LOL… https://t.co/jC5ATPXXoZ	6
704	At this stage of SA, an approved vaccine is super dodgy. Approved by who? Those stealing from the people?… https://t.co/h9K5QNToG9	6
720	#Russia today recommended its #CovidVaccine Sputnik V for 18 to 60 year old persons. However, Russian scientist Ale… https://t.co/7kwWypHCmX	6
747	Russian vodka 🇷🇺🍸\nRussian Girls 👩‍🦰\nRussian vaccine 💉 \nHer marj ki dawa Russian hi hai... 😃😃\n#CovidVaccine #COVID19	6
752	No Known Data on Quality, Efficacy and Safety of #Russian #COVIDVaccine: Germany.\n\nhttps://t.co/RoMkvbgKMO	6
765	Putin Right Now-\n#CoronavirusVaccine #CovidVaccine #Russia https://t.co/eQOWsR19Lc	6
770	President Vladimir Putin declared that Russia has enrolled the world's first COVID-19 antibody, guaranteeing that o… https://t.co/uyFg9IKK8s	6
771	President Putin right now !!\n.\n.\n.\n.\n.\n#thebeysharam #covidVaccine #presidentputin #memes #gags #memesitan… https://t.co/Ewxqs3oPUr	6
778	Russian president, Vladimir Putin, has announced that a Covid-19 vaccination has been approved for use, even though… https://t.co/z2mKIIAwDv	6
780	Corona Virus ki vaccine banane ke liye, Russia President Mr. Putin Sir ko heartily 💓 congratulations. @pietrampedi… https://t.co/dRzu1nLHNV	6
791	Russia registered the World's first approved #CovidVaccine #SputnikV. But, it soon drew concerns from the scienti… https://t.co/9LLL6dQoUo	6
807	Must watch, Analysis of Russian #Sputnik #CovidVaccine by @dibang\nhttps://t.co/XKruYmJP5H	6
808	Har dukh ka Ilaaj Russian hi hai!\n.\n.\n.\n.\nBut I Like the way you think 💭😋\n#CovidVaccine	6
836	No, #Russia is not having a #Sputnik moment. The announcement Tuesday by Russian President #VladimirPutin that his… https://t.co/b0VTd7hAga	6
854	Putin ahead of the curve. #CovidVaccine https://t.co/eJedkgM04X	6

	+	+250	-19	-7	-russia	-strange	0	000	000-	002	...	🤔	🤖	🤣	🤦	🤨	🤭	🥰	🦇	🦰	🧐
0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
1	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
2	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
3	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
4	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
995	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
996	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
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999	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0

	Review Texts	10means_label
14	The whole narrative on the #CovidVaccine has gone deathly silent! #ChinaVirus #COVID19India	7
21	How will be vaccinate the world?\n#vacine #vaccinate #coronavirus\n#covidvaccine \nSource: @BBCNews Design: Mark Hall https://t.co/lagiNuN9Zb	7
31	#CovidVaccine 29 Candidates begin trials and 6 of them at phase-3 of clinical trials.\n\nhttps://t.co/q8X0nsD50Y	7
37	Preparations to #COVID19 related 31st special session of #UNGA, initiated by #Azerbaijan and #NAM is going on.… https://t.co/z1vYGjaoBH	7
39	"You must tell yourself, no matter how hard it is,or how hard it gets,I am going to make it"@Gettodoor1 #VoreDay… https://t.co/XrYjsUirKz	7
...	...	...
827	"Some young people think they are invincible this virus definitely does affect people my age"@Gettodoor1… https://t.co/m6vyLtdXBh	7
842	#Russia really worked hard for #CovidVaccine and now going to use it on medical professionals first. I feel its a m… https://t.co/xutmfWsOx0	7
847	Excellent news! It shows how diligent we've all been. The virus is still out there, tho, so we can't rest on our la… https://t.co/mKcg6uS2xn	7
866	I'm getting the Covid Vaccine after it's gone through the trials, expected to be completed by December or early next year.\n\n#CovidVaccine	7
935	Stephen Hahn is all that stands between us and a #covidvaccine disaster. Since he allowed people to be hurt by… https://t.co/n2lf16rVI8	7

	Review Texts	10means_label
11	it’s over?!\n\n#Covid19Millionares #covid19 \n#corona #CovidVaccine	8
49	Turkey, Russia discuss cooperation on Moscow’s coronavirus vaccine #COVID19 #CovidVaccine\nhttps://t.co/NE994CCbgn https://t.co/2fynnacIiE	8
51	So glad it works \n\n#Covid_19 #covidph #RussianVaccine #CovidVaccine #PhilHealthcorruption https://t.co/kpHnWweJ0i	8
76	Do you trust #Russia & #VladimirPutin on #RussianVaccine for #coronavirus ?\n\n#russiavaccine #RussiaReport #COVID19… https://t.co/CkDBE5HejA	8
116	Turkey, Russia discuss cooperation on Moscow’s coronavirus vaccine #COVID19 #CovidVaccine https://t.co/qiibwIVHaH	8
...	...	...
969	Russia has developed covid vaccine\n\nMe to my friends\n#RussianVaccine #CovidVaccine https://t.co/JUxOAAaIrU	8
974	Cartoon of the week! 😅\n\n#US #Trump #Russia #Putin #Covid_19 #Corona #Vaccine #CovidVaccine #RussianVaccine… https://t.co/DYH0jCPcGU	8
978	Nobody is flexing in #2020 except #Putin with that new #vaccine \n\n#COVID19 #CovidVaccine https://t.co/vBfggsBtJ9	8
990	Finally @realDonaldTrump sucking up to #Russia will pay off. \n\n#RussianVaccine \n#CovidVaccine	8
993	First #CovidVaccine devloped by \n\n #CovidVaccine.\n #CovidVaccine	8

	Review Texts	10means_label
12	Great news: @pfizer's vaccine has entered Phase 3 trial. Read more: https://t.co/pdQjLj3CVZ\n\n#Pharmaceutical… https://t.co/ogZ2iMPdwP	9
33	phase 3 trials begin in next 7-10 days, what does it mean for a vaccine which is already launched. :( #CovidVaccine… https://t.co/yKVon5bqX0	9
36	Serum Institute Of India starting phase 2 trails of Oxford-AstraZeneca vaccine this week\n10 centres short listed ac… https://t.co/Mq9LRVzNFa	9
45	Serum Institute Of India starting phase 2 trails of the Oxford-AstraZeneca vaccine this week. 10 centres short list… https://t.co/E6uER9A4aT	9
61	Pfizer is looking to sign up people for a covid vaccine study. You get a drug or a placebo. Then OVER THE NEXT 2 YE… https://t.co/Alht77F81g	9
81	U.S. drug developer #Novavax says its experimental #COVID19 #vaccine is starting the 2nd phase of testing in… https://t.co/Dbk8qNOTCL	9
84	Just enrolled into a pivotal phase 3 clinical trial of COVID vaccine. Stay tuned for weekly updates. #CovidVaccine… https://t.co/wo0TKTwKuv	9
108	Sanofi Snags Another US Biotech Asset With $3.7 Billion Deal For Principia Biopharma\nhttps://t.co/4CrQsZYWFT… https://t.co/NCehFKfzS4	9
162	A local #pharmaceutical company had expressed interest to reproduce a #CovidVaccine that other countries may develo… https://t.co/aCgJWMahG2	9
242	Post Unlock 3.0, Girls have been more eager for a waxing than a vaccine. #CovidVaccine	9
243	India’s first COVID-19 vaccine called the Covaxin has shown convincing results in its phase 1 trials which are to b… https://t.co/dnTe0FGZAE	9
249	President Rodrigo Duterte recently accepted Russia's offer of free vaccine, although not completing the 3rd Phase o… https://t.co/B1V514Aras	9
265	#Coronavirus vaccine Offender in #China Reveals immune Reaction, enters Stage 3 trial #covidvaccine… https://t.co/Q6HB2mnRXM	9
270	@JNJNews @harvardmed @nature @nytimes China’s already entering Phase 3. They started in January. As the niece of a… https://t.co/QQexbYM07D	9
299	There is a very old virus called 'Hunger.' Every year this virus kills 3.1 million kids. Its cure is easy, that's c… https://t.co/IPXgILqaYy	9
306	A local pharmaceutical company had expressed interest to reproduce a #CovidVaccine that other countries may develop… https://t.co/UDodOplVD6	9
309	A local #pharmaceutical company had expressed interest to reproduce a #CovidVaccine that other countries may develo… https://t.co/fnHmAOEulM	9
342	Pfizer's COVID vaccine shows 'robust' results in early trial\n\n#pfizers #covidvaccine\n\nFor more information \| ⬇️… https://t.co/3bvff2t9Yh	9
350	Mystery shrouds the Phase-I clinical trials of #COVAXIN, as per this report, is found to be safe. Study or data not… https://t.co/U4Pzdk7ve7	9
352	Russia - Covid Vaccine.. Phase 3 na\nIndonesia - Covid Vaccine.. Phase 1 na \n\nPhilippines - nasa Phase Shield parin.… https://t.co/uiJwy6zTJq	9
356	Did you know there are 170 candidate vaccines all across the world in different phases? QW+ database member… https://t.co/zbI8xNbrpl	9
375	3 Covid Vaccines At Trials, Plan For Distribution Ready: PM At Red Fort\n\nIndependence Day 2020: PM Modi also announ… https://t.co/iuE20A9gmu	9
464	The Top 5 COVID Vaccine Companies (Our Picks & Research)\n1) AstraZeneca\n2) Pfizer\n3) Moderna\n4) Johnson & Johnson\n5… https://t.co/AHmoL28bqJ	9
470	The percentage of getting Covid is actually less than the percentage to Russian vaccine getting success. No phase 2… https://t.co/QRqWU8FnRM	9
491	Dear Russia, \nYou cannot skip phase 3 trials like you skip ads before a youtube video! #RussianVaccine #CovidVaccine #COVID19India	9
511	"These results support the ongoing clinical trial of the vaccine in humans, the results of which are eagerly awaite… https://t.co/JwDbOImQA7	9
531	Oxford University is looking for candidates to be part of the COVID 19 vaccine trial.\n\nThey are now enrolling peopl… https://t.co/DgVNmNCC2j	9
538	Phase 3 clinical trial of covid-19 vaccine developed by University of Oxford will be completed by the end of Novemb… https://t.co/wcJj1tKhEI	9
540	#COVAXIN found SAFE in Phase 1 Trial; Phase 2 Trials in September.\n\n#CovidVaccine #VaccinesSaveLives… https://t.co/F5Gdip0BbG	9
552	Phase III Studies are also opportunities to identify rare side effects that occur say in 1/1000 instances. \nOr dete… https://t.co/2syLQpvX8s	9
553	Another pharma company expects to enter phase-I, II trials of COVID19 vaccine by end of 2020. Details ⤵️… https://t.co/NSWECp3FcH	9
569	India has moved ahead in trying to make the Corona vaccine. Phase 1 of the ongoing vaccine trial in the country is… https://t.co/Oiz4TAed5S	9
573	'Bharat Biotech-ICMR developed Covaxin is safe, show preliminary phase I results'\n-\nRead more 👉… https://t.co/12m4JUSvjS	9
584	That’s Phase 1. Two more phases to go...Keep going India 🇮🇳 #CovidVaccine https://t.co/CDZEB9s5oO	9
588	Draft landscape of list of Approved vaccines by WHO \n\nAstraZeneca, Moderna, Pfizer are on Phase 3 of trials \n\nIndia… https://t.co/yt63917YW7	9
607	Have you people read what a person who has volunteered for Phase III Human Trial of #CovidVaccine has to say. Read… https://t.co/nVWA8qgEB7	9
614	Covaxin is safe, show phase I results. #bharatbiotech #CovidVaccine\n\nhttps://t.co/XiRLtqywnM https://t.co/QhuegMrGfB	9
619	Flinders University's Professor Nikolai Petrovsky on \n@ACurrentAffair9 this week, discussing the successful phase 1… https://t.co/LRKNqueUit	9
638	The Center for Immunization Research at the @JohnsHopkinsSPH has begun enrolling study participants into a Phase 2/… https://t.co/OzOvYCt6Zm	9
642	The investigational antiviral #Remdesivir in phase 3 clinical trials led to faster time to recovery vs placebo and… https://t.co/WP3ZlqwYft	9
656	I enrolled in the Phase III #Moderna vaccine trial today! #TeamFauci #CovidVaccine https://t.co/k3kRvnTVtY	9
668	Such a farce. Beware. Understand the news you read on trials. It's not as grand as it usually sounds like. Sceptici… https://t.co/7vc4WZDegL	9
699	#UKMX and #FundacionCarlosSlim are working together to develop a #CovidVaccine that is currently in phase 3.… https://t.co/Lpo3dWiJ4P	9
761	...and don't get me started on safety/tolerability.\n\n75% of $BNTX $PFE #covidvaccine phase III dose w/ fevers+lots… https://t.co/YmcKpEBIKI	9
772	Presidential Spokesperson Harry Roque announced the Philippines will begin Phase 3 of the Russia-funded clinical tr… https://t.co/MclsQE8SJ1	9
826	#CovidVaccine (3/3) ii. Supply + Coverage + Uptake Issues: India had 69000 cases of Measles in 2018, despite an ef… https://t.co/3PfVny8pie	9
869	@Ajay_Bagga Is the Russian vaccine good?\n\nIt’s tested on 76 volunteers; phase 3 trials not done. A good vaccine is… https://t.co/WmUEViUxiy	9
898	Pinoys in Russia ready to join Sputnik V clinical trials. Read more: https://t.co/KTQzUDj2wq #CovidVaccine… https://t.co/XcSspm6GNz	9
917	Wow.\n\nPortlanders are being recruited for phase 3 clinical trials for a potential #CovidVaccine, w/ injections to b… https://t.co/AzVPRg0x1r	9
922	Renault Duster 1.3 Turbo Petrol Engine Details Revealed; Launch Imminent\n#autonews #news #renaultduster… https://t.co/pP8wO7Tu9X	9
980	What happened my friend? I told you short the #Covid19 vaccine stock and $IMV went down like what 30% in 3 days? ev… https://t.co/WMlcRuyMzm	9
995	Phase I/II data on Pfizer/BioNTech's mRNA #CovidVaccine. It is somewhat alarming how reactogenic it is with high ra… https://t.co/cOmZ5qXtJ3	9

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